Precise definition of linear combination

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SUMMARY

A linear combination of vectors {v1, v2, ..., vn} is defined as any sum of scalar multiples of those vectors. The expressions a1v1 + a2v2 and a2v2 + a1v1 represent the same linear combination due to the commutative property of vector addition. However, if the coefficients differ, such as in b1v1 + b2v2, it is considered a different linear combination. According to Paul Halmos in "Finite-dimensional vector spaces," a vector x can be expressed as a linear combination of a set of vectors {xi} if x = Σiαixi.

PREREQUISITES
  • Understanding of vector spaces and their properties
  • Knowledge of scalar multiplication in linear algebra
  • Familiarity with the concept of linear dependence
  • Basic comprehension of commutative properties in mathematics
NEXT STEPS
  • Study the concept of linear independence and dependence in vector spaces
  • Explore the implications of scalar multiplication in linear algebra
  • Learn about the properties of vector addition and their applications
  • Read Paul Halmos' "Finite-dimensional vector spaces" for deeper insights
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Students and professionals in mathematics, particularly those studying linear algebra, vector spaces, and related fields. This discussion is beneficial for anyone seeking clarity on the definitions and properties of linear combinations.

redjoker
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i know that a linear combination of the vectors {v1,v2,...,vn} is any sum with terms that are scalar multiples of those vectors. But is a1v1 + a2v2 the same linear combination as a2v2 + a1v1? i know they evaluate to the same thing because vector addition is commutative but if i wanted to be precise would i say that it's the same linear combination or a different one only with the same set of coefficients? because if at least one of b1 and b2 was different from a1 and a2, then b1v1 + b2v2 is not considered to be the same linear combination even though they might be equal.
 
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Hi redjoker! :smile:
redjoker said:
i know that a linear combination of the vectors {v1,v2,...,vn} is any sum with terms that are scalar multiples of those vectors. But is a1v1 + a2v2 the same linear combination as a2v2 + a1v1?

Yes!

And stop worrying :wink: … there really isn't a problem! :biggrin:
 
The point is that linear combination refers to a relation between a vector, say x and a set of vectors say {xi}
A good definition is of Paul Halmos (in Finite-dimensional vector spaces):
We shall say, whenever x = Σiαixi, that x is a linear combination of {xi}

In other words, the phrase "x is the linear combination of..." is the synonym of "x is linearly dependent on...".
 

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